Introduction
Specialized statistics with Stata
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What you should know
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1. More on Data Management
Formatting the display of variables
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Date and time variables
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Repeating commands by looping over variables
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Repeating commands by looping over numbers
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Repeating commands by looping within loops
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Accessing results saved from Stata commands
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Challenge: More on data management
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Solution: More on data management
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2. More on Visualization Techniques
Changing the look of markers
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Changing graph colors
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Graphing by groups
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Controlling legends
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Adding text and textboxes
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Sizing graphs
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Combining graphs
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How to use jitter
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How to draw custom functions
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Challenge: More on visualization techniques
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Solution: More on visualization techniques
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3. Interaction Effects in Regression Models
What is an interaction effect?
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How to use margins and marginsplot
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Continuous polynomial interactions
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Continuous by continuous interactions
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Categorical by categorical interactions
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Categorical by linear interactions
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Challenge: Interaction effects
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Solution: Interaction effects
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4. Panel Data Modeling
Setting up panel data
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Setting up panel data demo
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Panel data descriptives
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Panel data descriptives demo
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Panel data dynamics
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Panel data dynamics demo
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Linear panel estimators
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Linear panel estimators demo
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Random or fixed effects
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The Hausman test demo
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Nonlinear panel data estimators
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Nonlinear panel data estimators demo
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Challenge: Panel data modeling
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Solution: Panel data modeling
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5. Random Numbers and Simulation
Drawing pseudorandom numbers
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Data generating process (DGP)
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Violating estimator assumptions
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Monte Carlo simulation
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Challenge: Simulation
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Solution: Simulation
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6. Count Modeling
Features of count data
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Poisson model
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Negative binomial models
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Truncated models
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Zero-inflated models
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Challenge: Count modeling
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Solution: Count modeling
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7. Survival Analysis
What is survival data?
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Setting up survival data
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Summary statistics
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Nonparametric analysis
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Cox proportional hazards model
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Diagnostics for Cox models
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Parametric proportional hazards models
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Challenge: Survival analysis
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Solution: Survival analysis
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Ex_Files_Adv_Specialized_Statistics_Stata.zip
(3.2 MB)
Glossary_AdvancedSpecializedStata.zip
(100 KB)